AINeutralarXiv – CS AI · 9h ago6/10
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From Risk Classification to Action Plan Remediation: A Guardrail Feedback Driven Framework for LLM Agents
Researchers introduce TRIAD, a guardrail framework for LLM agents that uses iterative feedback to guide safer behavior rather than simply blocking risky tasks. By classifying risks as proceed, refuse, or update with structured guidance, the system reduces attack success rates to 10.42% while maintaining utility for benign task completion.